{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "2017d426",
   "metadata": {},
   "source": [
    "# Chapter10 intermediate python"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2104386",
   "metadata": {},
   "source": [
    "## 10.1 Iterators\n",
    "\n",
    "Iterators are objects that can be iterated upon."
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "0a97c62b",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "ec0c061c",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "af545229",
   "metadata": {},
   "source": [
    "### Iterating Through an Iterator"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "07f65bbc",
   "metadata": {},
   "source": [
    "`next()`"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "5f152118",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "edd64316",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "b63cfa2b",
   "metadata": {},
   "source": [
    "### Loops for Iterators"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "acd53c9e",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f4d3029",
   "metadata": {},
   "source": [
    "- ror"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7bd38049",
   "metadata": {},
   "outputs": [],
   "source": [
    "for ele in st:\n",
    "    print(ele)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "67898757",
   "metadata": {},
   "source": [
    "- while"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "10da4c15",
   "metadata": {},
   "outputs": [],
   "source": [
    "it = iter([1,2,3,4,5])\n",
    "\n",
    "# infinte while loop\n",
    "while True:\n",
    "    try:\n",
    "        ele = next(it)\n",
    "    except StopInteration:\n",
    "        break"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "307d32d4",
   "metadata": {},
   "source": [
    "### Building Custom Iterators"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "d5a65846",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "763d14d1",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "35c43ffa",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21082da5",
   "metadata": {},
   "source": [
    "## 10.2 Generators"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "59e73308",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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bKVl5/e7v/m4ROOfHACnZ5JCCh6w5XpOWw+FsXOcEOGiGxpAJmfPQt8Bhe3xoZS4rZdIROAAD8FA+frRtklHI29/+9jLx9AHg2NLgLNQ1+WXqBPjDDjusODd1BRlbeG94wxtKWz4zJs924ku7jMc4rcj1xcg4FpP0hhtu6NZZZ50SlExSwOw3fuM3ppyUetrHE4dt8muTDpEADoiY6CZMf1WDZ+DKBBTIARcBUzmOi3EPATeA0T2B99nPfnaZMFaHCHAz+TljE87EMSmBfNd23nnn4myUtXVMloIu/j/4wQ929773vUuZoX5lnvGoD3ahnvEGwJvExkMO/VW7/jhPf/gWFI499thiKwlMyiCOG+DSFrCGyIMTqQEj+QqSSBDDi77ZKAfKNqxmZRdMfhl3zpud4UMwYO8WFewVwCb7t771rcVRyHaQIRugew5GYOA0yZ8NsRkyFuzcN/84GTbQdx7aFkw4dn1p/+Uvf3kB2WzNZ/OMg+f4fBaYtKdtK3j6MiaZCHOew0fumWNZDPT7LoVG/9gZGxdE2YPFneCTTFbKeaUjc2u33XYr47JAs+AyXvKlN0HbosoK35+FJIdq/vA3yiZLjDfzxSMwaIcddijPZBob38BOATd19cOn8F/8j7ntHvBgbguU9CeIIH4D8GXD5io9mAfAnrLkQ654Yn/swWJRUBSsBD1+D9Wycw/o4WPNCe2S35B+6WKDDTYo88H84E+N0WNC7JYsgRnj1VbGS87sW11zy4LW4ore/WmLPxeQ63nlWWP6Q8YiqAM3xstHsAefyWS11VYrc4X90xNZZsEBYLO7D3zgA2U+mNfmHqDHN5kbHlMiNz7fQuaII46YmouRl/lgsWrRSU7GiC/zh08lH0DUHCCbfgJB/2QQoGCuiQUWdmKa8fO15EWfeE6gpr8ARr6ATwpffJ/xePREdkjsqudr7IhfYBf8kvfmBF4lO9hUTXjQByCdeC3DyN+/8Y1vLDYqHvOn73rXu0pVsiEP9ktW7MF8QfydsZtXdBzey83RPzwARoj+2LIkBNkgc1DsM3csUswLoF5Z19lGgGvdtmfO+U024r54zMfwR2QuPvJxbIotGY/5jPhjc8O85tvMETpJYqQUuuuf+akuG8ITjABc8r/8CB9j8eM+O8EzHysumfP8CJ/NL4r7dCZDaW7wk+pLjCBjoW8Lf7IUZ/kCj+MYo8/kR8994mfYL7zExvglz6WKJbKJ+oYhzAHt6BuWohsyGqI5B4wEhkFC8WcyZptyiIH+NU6RoRIwQQTtQ8kcHuJADJRBERpHlIeEBWUCgKARIOS+siHoH/BjhBwAw64JYmf8FKj/rPKVYVCCmwmIaoPlQCibwYUAGYZoYkHyQI7JTmG2nsjKSlR7Jpkv6YRkfABlMrVip0grEjyYXCaSSS71bqIAAiGOhbPkAAA3zkgQ8qUiJLgz1BB51yDcdZMA2OVw8MiRATBDZAJyiHREF/gRiPDKWXLOtVzShgBEP5wEewHUQnjl4IEBgdYkTSZBGcbPCZqIHCenV5PJyYYCROp7bESQqkkgoSvyzsQEaIYIaDbhyRdvgidHNgROtcdZBQhzUuyqJqvbAEaLH4AwRP6cBlmyVUCl7sc2CrkJBGTGTjhxJFBa6XIG9Akg1Isd4xCAFy1aVJwpB8t2ENsGBICw2s7do2eOR/APmecCB97xLChagIWMXxAz7zgwfbEb+uME47wFS+At1O871wFGfgCIRrKyAt0Qcfz8ijkRMgZBQRAR2MnBPAEI8Gp7X/bA/NEu+6+JrQC77AAgtJizkBNcBVp16cwiyzyO/QMX5j8gwr6UN4/5OEQ+dJztQQGWzxGo8KY/C3JtslNBgV8BQMgzgUhbtez4M76Hv1DOwlW7/XmgHr/KnvkIY9SPOmzZGAMm2I3P/K7xCs78a7KF2kJAJF2pL5Cb1wJsiH+zaOInyRXIBjRlk/g8izs+m/74AWApxO+py+fTEQBVk61MOvTFM3KV3Y0fpRtgJfMl8lJHbKCbkDnEV2URLZOZLGLq5dXYjCPAj10BWWzA3AAEzDMyNYfMbyAAmUOpBzDqJyBPHTrDPzni/S1veUuxVzEBaGKLbIsfkYlil8YPNJkr4THj8qpvuk4/7AsfIXXwbxxiAD3w6/7YOPvFKyJLOmKrQ2TM9AlYskegUMzln8RpMcfY2D99mefmi/b4E3EiWcaMBejl5/q7Engzz/lLbSQemvPaBgwR0CdWhywu6CSAP9e96pvvis0YuziGzFFzQ0ac7Zgf5I9nOgMMxUnzCxmv6/yArD2/w/dZyCN+UuxwD0mIZUGEDxld/taCih+tyfzBC5wRojuYQx0y0bYdr5A40o8Rued1zgEjxG1SEZA/ziPCqTse955xUBSDNGATl4ExiJDsAEDCORG2IJQgyClwdBwPAio40wBIq+O99tqrTHrKECQEzZo4EZPHxAYsZGlCjJbCk8qOwXrlPAAHSsl14JYxUqYJaGyyFnjSh1f9CRIcQa1c2QuyxIegzcABUu2o6z3FM7YEvvCpvVNOOaWs2vEFkGg/gIxcEgDJhgOvg7t29G9iW4lwyPqqKWN0jY60H0Bnwhgnp0mGtiaik7oNk8nWr0lnrFat0RVegY4AxgDS1JeiJwOAkJEHcOQ+R8rJ9QEjWzJRkoVJeUDXGIzXRKwnasrklX1aAAjyFhf0wTnHDlPOq2t4lzFEnAsbrYmOAhiB4Np5WanihTMxPzjGzIdaB9qjM/MhgBLAVJ4NWT2y/VoPstFsh6wBDsCbvBE9WB0PAUYgGUCwm4Dwwe4tmgQOwRUf9dxh28CsoCegcbqpbw7gzTyRyRKYpqMARostIMyqXTv46BPHbUFWb6/Ts4WS4CEjxF/JVnHYnGrmGGcNhGTVr239kRUwBaQL0pnT5hUQxzYELHpNMFWXrNiaOWleAVfmCBtAwC0gYE4hYBXvAIC2zX8BhV7Yhvkvw2YRYg5ps+/T9EnvgJtdFX0Zj8Buq26IZI49KmHRZR7LkOJN5tCcjR/DD96MEfgx52r71bbgBjAKssBAP8MIMJLH4hEQBBj4TPKkD+3rS3CPT0iw1rbMtTG7BkQbI+AT8KMMArzpWHuRI/9BV+RYk3GIMbWfl+EBbiyiELkZM7n256H7gCW+ZWvYdmTCxgE09hH9m4NJTOAvgNEXTyyEM5bECXGP7RkPW814+A7zBzDyZ9fGThL9STAANPXOBj6RBII2sqhhc7FH980puwkeOUFAN30Zv4Uaf5byfI+4AaCNI3oVg+yQkZO4DTQCkHjVBl75GPybk+RifOyLL0SRu8UQfSWGRV7pX7aNTPGLT75CeT4Esbfa57BzsZrf6BNbNj5tkgv+UtfccA+v+WNf/vh/SRk8hG/1ZW3xI8NOlvxmACOgL3YkrgKc2uebtG+OkAlbku2vSYziY+GcmvgbdkXG/LE5FZ+Jf/M08aOu5/2cA0aNQsEACIcqYA0ZqHJD5FvSgn8C4lAZ1zgyBmslmkDrOgBC+REAUEG4aQ8vlAGYCDQcc55LUR9xCsAAIzQR3I+CGSpDShbmzhp3/vdsgolQp3NNPEGJU2EMJoW6skKco2DjmQS89AGjSZlsEUMzUQQ5hgE0M0DBzvsE/fAjswsoWCFxpOpx0lLbKEA65TnpfuBIhlF9Rg5wjKMARgDASpazogMrUJOSY7P13icTHO+CnuyycuGRXPBMVgAKuVsthjgAuiVveqozrMrIMA4BRveGMqoyjOQNXBnHOMDoPr5sA+SBfM5bXU4kFJsJYDSBEcBI3jWZ+Jw74lxkU0L0ixeLFf0AD3WAI3u6AvCSlY4NJsOIZwFTQK1BrQWZRZMsEVvirNkKEjzYEaCQsYQnDjVfzMg1gVDQMSctEjm+OnsPMOo/gNGqOICRnRojUAD0mA/jKLywK75CWfPanB1no7IVQB3nGOKEZd1l2iwQBCdghrzJgFxt8bN/gDEBUX22zb/xN2xTNop+laUb8rGAMceBbgvJkCCkXwsW95H2gQrExt3XBvL4BH/K1rRNf9pgC2TpPd3jG5Cw+BLE+mRsdGbOGR8dCVL1vI9s3dMuv2nBBVCbS0Cm7BhZGi97dx/PxgvQBMzW/eszgJHP4+tsoYe0C9CQn7lhgcn/4tP8l8Fko4CcAGpBEsI/3QB0QE3fBvDFp8ikqMvmyF27gLX52N8FM3Y6BfhDZELnyWIFMLL7yC1lveKXT7BoMt4sAIALQJ3/Ni/JQcxKtgsQ6APGtGvBI3FAz+RoDgEwiQnGRtYSN/onEzpSHni1MBkCA3bi+NKQDGNt7+zLgljmXLaZfZp/bA4B/GIbYg/G11+0lJt3/aNfdsr++Cgxg2+wCMoCVaZcO+Kg8dGXeUx+2VVIm8a55Sjeieshc1TCRuLJbgG/yQ7wl/KRufgRMKy+fiYBRnInVwtHNscPID46/ZineDaPLWLExONHC1o4IPbCzujTAiKyVCay5KP4xYA+ANs8suBWni75cAmagP3CyOgfn0pPiTuukwmMItaoy0cDicFo4sdyB4wmH2O1Qq2dQgYy6ZXgCKh2CEPlrT6ACxORAwtxCuozNkYhSApiDB5ZeQjIVm2EZFJYmXP6DIDz0C4jtX0ieNWA0cRjLEOAkeAFX2Ow7cPJAaSCMMDIcagrMPts4iWbYgJYDdRjEcgoj+ExRMoXJIABDs9ks+LIBOVMQ1adQAinywnn2QljQYIQZwbQIQ5KEBBUjNs4rcASTABG4LdPMXxjUd5Es1rlDNK2CWv7sp8B1JZJSsbaoXOrJZPXe7Lg4GW8tEE+NWDkdIyTjVm9kzWQSY/qcjYmx5CDBLBMVDIzXmAG/wk27AeQjZOvxy3rQM/ABAJ29UOeQ3ahf21Ft/q0VSAY2ZIAqnwGtBDHXTs+TofzYgOcjhUmPtkF2VhdkjfSNhtTlgPRNqdAnhwLUMT22Q8nLbgL0IKhjCxdxBmbMxZmVqTRc+lk9M8cZ18CnbnDBpPBYUMB1dpE6nNcAB756Zt+ADWU9sgVuFLe+NjpuEyFjIy5DjAqD3BwtGwkDrA0PvoH+AjE7IWTFniBFHPdnGAzABFwbPzmp/GoQzYCqPkWEijIyiKHExZMZVfpmtwFInPbZ+Opt2jpSL8ZF36Mg+1rN/YlC8m2M7cEPz6NvQLysopsz+InXzbSNznUjzxEd4KKftmB8dENeQO0WVCnLBnwPdrVJxnwAUCH4C1IGi+9Gz/wS7bK6YcvEXz0Yy6xMX7QfZ8BV4AHv+asIAvwI1vkspqCpPHb2lMfMBLwzdM6PthJyU/A8APmh0yVvmTN9UXHArd4Ye6rb14Zu+xO/cgSHsiYbZsf+Fg8mi98aICyMhbx5l4WZ67VpH/JBz6MHYXwS99kp18+nV74MySblvf4I2s2Tieym8oanwWE+aQ9dsbP8wtkAbiTt7HSAVDLXvioerEZngBGgC1bn0BLbe/0AGziFdCt7RcwIVcLHrZAtsA2e60fO0hfXgFbbZANe8Cj+eSaGC5O8yEywOzCeMgZ8MMHG6zJfAda+T5+Bg90zq+aZxZkFvnkyNdkLkgS4JmstB0Su8QbOKZPsIdYQ7/6ZavkbqzirXlgbpAz/fIRfAtfzcfnWU/t8pXGjGdzn63TKRvwWfwxJr6ADvlLsYB/ybzkCzzS1SfyY3fwDx8CYMZHi3fsyULUPA2ZLx4P4nvJkF0km6vMvGQY0/nSvAJbBkEZiAOLE6vbowiOkrJq4xG8rAKBDobNkRFaHCJD5ASyShS4TDAGY2LqG0iiDBOaowrI0j/hCf7Zqqh5EmApUh3OhuEIqoIJY6Jw2yfuywDgU99AgBUhQ8BzCGgV7BmaCUvZnLj2tM8Z4d9kU7fOnlgJCsjkoC9BJIbIGZpEnB8ZSnszbis77ZPDlqPVmiDHUSLZXEFzHDFIPODH5GbwHICgqS3AnAH3yWQijwB6wUw7nDOnSB8MHWB0PVkX7XCq+iFbNo7tnjIAACAASURBVMCxcMTkwy7I32ThTPtkvMCB8QJ75GziZbwmJmcWB1rX5yRMUA5FH+oLOgITnuiqJnbEoUa35O9RDbySNXv0mky5oGz8Ifo3do4KsUcy5YTolx0BiIijM3b3OSMOgB5MfjK20qVzMlJXv4CseQFA0AVbRMYx9Axj5iNnam6pox39CFAcO4fD3mrAaPyumTtWyAJ7AKP+ZEY4TwsqJFBbJAEB6bPcGP3z2VwTBDg+5LPyAHf8R7lx1z9BSgASNAEqwZ7+yZNOyYEuyY/dklOe77FYsn0YEmSMO481mE9kqk5kkbrJmqQu2QCHbJv9kqH5Kbh5hpk965/9AWx0I8Dhm87xjs9FI6CJgGpyTWZR4LfY7JO5yW/QE7u1cNY30JgvHKQOIGfRggft+jMuNoWUJye88C/8Z3YQBOTjR4CDzbqHZ+MlG3PZePgTwM843KOXyBeQs22OT/0am8dh+HD2jCcAPwS4BTDyA2yWbtQlYzsB5hx75hfxEx/hlZ+h/z7x9fgzv4zdGPmrgEtxAqji18cRm2TTWVwqZ97wN+RBDxYu+DBe4In9JsOYrDyQxCaMk41b0CNzJePxikcAgKwuHO30mR90QBZ0RUeASJ/IQLv6seCiv8hUWfaufXMUMOWjAAvyEeP499gv/e49WrgBOnb4+v5Qe3wE/6c/PhdPfKrEApAUfbBx9pE4xq9ZKCZeaCskNuCD/ZMVeYq39JWdQfXdA27xzpb0RzZ0G5L4YJ9DgFFbYmtsUB9sXdbOvMEzvRobu6Fr+jdGdixOxZ/x7WSFZ3U82sEvkSVdwSF4xbfsIpKIMjZ6DdYBNIcI/+a5cuY+fydGadcYzY/MafUlvdiMmGkxyiaA6vC74ACjQE6BDHQSMSjKEExiXMp7L7snOAAogrWBM+KQCWGrI8SBAyQCmiCVFSND9zmGoTxwBhwFgLoWYeJd5oJjtuoSGBkTg8+kEQyAEBOUMvWtvvaMm2ML6VfZTA6OmJI5C9kpY0NZiZjIIZNEhtdzngyYLIzFNgGj9ofPrO7UU18dcpAKF3QzNjINkEgf9atx4d8r4riBGBkBfTLAtJV6PiuHr+jHWOjLOPGT8af9yF1dk03Z2Ap5AZz4Nzb3AajIvu7Xe+MzTqs7crA6DLEB4zGxhggAMz518ahvQRTfGUvqRT91+2yF41FfpgDITnbSmBaPnGiI/vWR+sZLH+wAiLRq1gdi/9oxLvZhjGSR+/RugaIeWZGRe+TJRpSNvRkH3sJX+MmrvgAA9gUwkTUbRWSO5ywStG/uaJ8OlTNXYi/qBBTpE5E9e6xlUW6M/sV26Cj8ko+5qd2+zo1R32zNAol8zD9Bj41qj1z1xfmSrQCUdoBSMlcOkY3xGj8iCz7FvKRTdhC7JL++DMmdzPTDH/EDdBLwa64B05lz+NAmv6FOyuk7voPd61t7kYn7ITySLRDCdrWND+3VviPl6YY8AWnZPXUjD+NXXzv6JYvYmPp0Qb7u4UdWVeAM38arLv9EztpilyHzyZx0v56b5h2eIlvlyZ1uQsbC/+ubDDNv3Mc/XZC1MdVzJ7pNO8ZIPrEH44j/USb9kus4Mg42XPt15c1xcmUv+jD/+QPzlTxcQ2SqLDmYr/wlO86YyIFeyJIexZzIRgxg7/TtXm3PfX75BWXJi95j7ykXe+e3kHnCFv2RPX3i33VkXtCbcanbJ7I2Ln/hlw3QbW27yllAGHvmlXH1daV91/gb/Sprnse/0DsbJXP6XDzik9zYAd0Ye8amLX3wI0OLgWCA8J24mTmAD7YhHuDD4ph8EXvrJ5v0iw/+wD1+22fyQHjlr9RF+qXL+A/jGJKxsnhhM+YiO+BD4qONkY+u4zx75VP1oRzbjS1qb8EBRkxNIoJhoJ5jsOI2OEQwy0qzbaMu7z1jtGryAK+J4gsIPlsZpGyt2FwL3/3Pud5/rdvo36s/ay9t5rW+vzzeL89+01deZzK+2ZTtt5e6/dd+uXGfU2/c/Zlc77cx3eeZtLm8y1hMCN5WzB6xqANwfzx4G7o2Hc8coKyu7SBBiROXQZflASC0uTTtTtdv//5s+1DefJ9tvX6/kz6n7bymrM/+an/TL5Oy415THpiQzUjQG1c+11Mvn+f6Ne17zfu57mM27c0nD/PZ9mzGuFDKLi95mDf13FnR458LP7LSAUbBxNaoFLLthSFiEDMxiqEyQ9eG+si1lPdqNSNdbntBOloA9OUFK5gYTl0+bcz0dVnqzraPmZafTbnwP991ZtN+yi4Nb+oO1etf63+eTZ/j6qaNZX2d7/Yn8Ze+ZT8AN1u39So/92fSxqQyuSfzsPdo+0dftlNtgdoJqEmfM+m3rjOf75cnL/PRV9qUIbHtnozsfMpsUtvhZ1KZ+t5sy9d12/tVWwL3RNtZ6QAjEwTA6hT/8jDLKD+v/T7r67YzOcakw5Wt7/frzuT+UJ2hetP1M66doetz2dZQ+/1r89HfUJv1tfp9nx+f3Z+uzFC9FXEtfPZflycv6bvuc+hafd92kS2tLKrqe7N5X9fv91l/ltHUX30t/cz0WspP96q9oTbrev37/c8pO3R96FrKz9dr3Wf9flJ/dGM7t9bRpPLj7s20v5mW089syo7jq11vElgVJLBSAsZVQTFtjE0CTQJNAk0CTQJNAk0CC0UCDTAuFE00PpoEmgSaBJoEmgSaBJoEFqgEGmBcoIppbDUJNAk0CTQJNAk0CTQJLBQJLEjAOPRMydC1mQpR3bp+/X6mbSykcis7/8tLlk1O00u6yWh6GS20EitKZyuq34Um/8ZPk8CqKoEFCRiHlDEbZzWTsjMpM8RHu9YksCwSWFF2t6L6XRZZzUXdVXXccyG7lb2NpvuVXYON/4UmgQUHGP1+odNa+uTndPwEhvvTkbKLRj8mnG9e+lFuP17pG3p+3uH7ox/VXFbijPzApuOt/Ibcsn77bxI/+qp/FNePa/oh0/yI7qS67d6d34Ks5be8ZcI22DQbXFHEhvwYrx8fTiA1T/J+iC/3/S0P0o95Wv9I7NL2S96Zj5PGtzTta8/vwDoRwQ/1orov9/O3NO3Pto6+5lNHfijbj/7mh4dny9+KLu9HiReNYkH9Y9ArmqfWf5PAyiqBBQUYOT+/W+j4Gr9CXpNTHxwR5ci0OOj6fv3eT+44is3pApyp30V0OLhfLncckEPTl5WANUfzOQ7uqKOOmvq1+mVtd6i+X8N3NBmgiPwKvPHl81Cddu3/S0CA99udgseKIMHKKRfjfjd0efBkbvkB+eNHR34F0Dhqsj4WyvWaHJnnbPXlAbb9FJWjq3LeeJ+Xmq/p3vuR6Pos7unKz+a+0yMc0+W3HJ2r66QEpzmNOxFoNm0vTVknhfCJ8wUanZbiqLC5APJLM75lreMUH0d4Lh6dltGoSaBJYNkksKAAIyDoqD/nKvYdMADp/MScKwuwCWTqOKonx/kRB8DohBVZAORYJcdOOcLH2a0OGU9AUh+QrB2u1bSykzJ4HKizMp3qoq52+uWdLpF2gQZl8OxYp/748Kmse8ajbMjxQs4jBXyQHzcW6OtjqtJu/ygj18MXGZGNazX57Lr7kUt9v/++LoNnffrNSdfrMaeedmv9uI4nY1Re3zmuKHW8uk8W9Zj0QZZe/WlXG8h1bZFh5O565Ad414QH5fu/l6md1Hcv8nO9rzs8DFF0SUfqO9s2ZwunPN71X+sj7Xk1bv3lWuoZb+RS24k+lfWqbm1jrgOMFh7qkLezYU866aSp7FHdD56dte3HrfVV3zMm1yJ3fOmTfJC2lTEufYWf3Femz5+2nJQkA4rMQX26TgZD9qEP98ix5s/5zs527S86tYlv9aYjZfgA5fGP9OEs7g022KD4E9edle1c2cUjQJJyyhqrun0dRAbk617Nt3rGG52yvZR3TXu1rZIvX2bx6J4y/rRdt6sc3lyLXH3WVsrrO/Ks5eZYNrso5K9sdI53sq/HrA2krHuxa/yMIzzRn/IZa827evoN33U7yqf/up2a/w984APlTGD6QerU7eMx/ZYCd5Vhn/3rud9emwRWVQksKMBoIjvo2pF/taOlHE5gy9HK3n3k0PWrrrqqALajjz66O+GEE8rWsHuCsFVxsicyJTIBru+0007FySrHUclocLocBOdje9nxZM961rNKgI2jUT7kjMdTTjmlBA4HxzvT0ZmLDhivgxEegVXjcpC4owIFnCOPPLI7+eSTy/Z42uTwHXd42GGHdcbjkHcZMedZuiaTaYxOq9B/MqbqA5AOuT/88MNLtpNcEmCVlwl597vf3R133HGlDB6MHWnLoevG6z4ATE61Uy0FB/7Z8r/00kvLoet4u+aaawrfOf7Lfe3J7vm7/vrrp1oRaN/+9reXMZPHqaeeWsaWAsZOnscee2wZ07XXXptb3Vvf+taSZdWfA9+dv+mMTLZBBtqLfBwD59qaa67ZHT/KruWQdsfBKU+2xp1stE4Al3e9613lbFTZY+erOpuWXfh84oknTtnWFFPVG+eZsimA63nPe15pS3acHpCgi3d6xtu55567xJFpbIgOycxYAM3ok75kyI3FfVlLwEZQNQbt0i+5AIPOmHWPPi+66KIiZ3NLdnHjjTcuGfcLL7xwKrhnGGzRaUpbbbVVyWDpA2nPLoD2X/GKV0yd3OGoPf2SL77Ym2B99dVXFxs55phjurPPPruc7wqAkKFy5Gy8QIUx56hPujd/8UxH7IMuQzJ99JH5Yo5rx1zcfffdS1aJfp27i5wV6zP9yQjyB+PIWCxMzQnlY0t8wy677FLmPRm8+tWvLoB63XXXLfPZXEMemwHOjdk89/gIYhf8DVsiu3POOWcJf8H/yIixP3MFuPcIDTAl08tO6T1nX/Mt/NmGG25YMqpkp21zLvPX69ve9rZiy2TMBj3aY0wvfOELy9zBk6zsmWeeWezxtNNOK0cn4tk5teyPvzDPohf+j3zM/+x06IsMTj/99CI3Y+T32GT40WZIvfgH9kQeWTCkjFePcrzsZS9b4p6t8pe//OXlWEfziU8gb/NJ//wxIiOA2gLfI0R8HRAcYq/GHyDMxswNfoc8+ovM1GuvTQKrogTmDTAKbLN9ZotT4dSHAKOACTCaxOhJT3pSx1HLgHDegsTWW29dHBznBjAKTFaQvzY6wxQAAzo5WE6P83zBC15QAgunZzVp+0UbzpgVoGyRed/fypStPOKII7p11lmntCdQax/fwFZo79ExZJwqktm0NfK0pz2t8Lvjjjt2/jgxhBcBHIjQtwwpB8iRO1ILYHR0GmfvwPe11lqrOGpjPeigg0pWVj0BVAYECEDGqqxjCoEXbchWCsacJP4cYxiQvPrqqxenOuTgS4N3/SNXAZ8z5uzx7f1qq61WDl0nT8FN2wIQ4AM0BcTTgwytsembLLbffvspeQAU22yzTXH+ggAdJmO87777luyYjLP6QPWjHvWocs1WpH7JAEAXcPfff/8CGOnSFh6Z77bbbgUMCS5Pf/rTi+yBDiTIy3Ljfddddy0ZSvypI3ApT6bAU5+AFvKgPwGfDo1j7bXX7tI+nbAFuiIb4zAmiwYkENrydI9c2QUAB1BoO/oiU/oCIOnyyU9+ctHtE5/4xFJ35513LmNkrwjwveWWWwr41DYegEK2l2xQKTj6d/755xe+bKWzEcEdGJMpZUPqmx/PfOYzS9/AP7uStcQfgH/wwQeXa/vss0+xafPX4ybmhfpe11tvvQKoZLv0ZS4i8idDtm1+k6GzoNmVk1oAWeDtJS95SQEn9A1omRseO/GZ/IGo74+eWX7sYx9b+tOWeuZjDRxKp6N/yrIl9smW6IiuHV9oLjpScP311y8yAYAf97jHlTGwUeCDnIx3jz32KEAbz3wKgApI8kvG4g8oDVDRv/fmFDnxJeyWjVmMGZN5wobNBb7qxhtvLPIGGOmIbzDv2U6IzRgLefOh3tMPmzPHyAcv0StboAd+FQH9dEQuydSzGXMMmOYDozP2ZazmjDlkvrCJvfba626A0SIGYMU7myZr/fKrdRYVD8ChjPFZZ53lYyELDZldfAGd9G2uiR/GRy8Iz/yScp6RZfMB9u5rE8/iAR3xQeYiv2D+GItnfxs1CTQJdN28AEaB0WTzjJ8gM1PiRMYBRoGYE3UfPfWpTy2ONSvSr33ta8X5AIkcTg0YOUMrdICRA7Dy5aw5igAYgYhzFyCSzbn55pvLdsZ11113tyFYsW622WYlMLppxc5R1YCRw+dYEQcGdOQsVc6Vw8sXeThOPIZkZmQvZRfwwSHKiiGBS12O1MpaQBM8UED3JptsUvqStQHigFoku4QPQSjAWuCWYUVXXHFF2Waji0kkC6Pfyy67rIANDlfwFiCMzbg4Zw4bCYb6FKwBIwF1hx12KI7cfV8KEYjVA/KAJOMOCZacOZ4FTYsFY9KvQHzooYeWxYLybIXOZdhQ5JUvTNE/3pJ9wptgI1CTg3EA6LKEtsKM1bhkHhAZC8yRebl41z/2LojKqoRkAWU46Uo2mG0KSCGBjH5lY+i4titlnE8OaMl2sFmAhF3gI/oC+NibOYJfJDBqF5/9BYC5QBeefyPDPpEJQGqBoy9lAFHAhA6QjJtADkwZLxkBJhaLgAoAC4x4lEL/FlXK0Bv78qUR9WW92CWgA0wj783HZK/I1Rwx32ULZW9lsJEyZEonSOYP+KA7ZCEFMBoHUh7YBfj6JDNljJmni0dbmXiU6UTGYOGTvo2bbpQ3JuCd7QVk6FPfsoMAKrvzTLVMVvxMeCBzvJJRsnqAN+BsXiByZKsBRORlrPwOG2CjFofRN5723HPPAsjIGGAkR0CUfNgjv2XhFTuQkTT/+Be6NX6Ay3u8ydKpy8/ywwceeGCpm8VM/BQ9AbfiQPjJWPFlDrDfkAUtvUf2ue4VADX/o1OLNjaAZHPN1RD+yNlC3/Pem266aeGfj2En/EvIwki7/D9/IW5lIWHXwnybi2fe0197bRJYmSUw54ARkOKwOBZ/nEkc9XSC4lQAOatfAa0mnzliwRzJPAB3oYAfzo5j5BgEJk5UNsK2gzasdjkxvMlKxmnLOgmuySoKlAKkcrISfYfHmQrstocQ4CT7UI/V2GUMkL44vZAsiUCwaPQNPtkZq+A6k8l528JCskIAItkigVp2zmdtCgKCTcjWkayALATAyOkl8CpjbDIiSMZM34KaYGUbHW+oP+Zy8a5/AC05CqghAAVQlfGzRU52MhV05U8wkGnjiAFG21oh2WiO3VhlLIAu8hMYZLQ4dXVtRcpckWdN+pSFE3QAbeP3HmmTbpPxBmSUqUlABlgBBiAKeGRHSJACSAUh/QJFMi/9rJyynp8TwAPAXWMTQIZteBlOvOC3JuANQAMQgGEZdGNn44IYWQrY2idjYFuAoy92ghdBXxsJ/IAbMGNRFF3Wr0CH+danlAEAyFrb5gegwcZdo0+ZGHyxIXzQWcCqNskZuAEOkIUXQBvgTh/AigxRAGMWTbJYgEDI1iibD3Bia4ChLCIb07eFANKGfhDgapx0AmDgmz2RMbn2ydjZAH8B5MUHABYIr9pKNljWm27NXQsV84qd6AeY0he74iuAXUDM1v0QmcMWVeZrdGibFq90a97K6JINuXtMwCIDP/GXHm8wV6LDAEYLLr6O3RhXyFznV7UTsoABEvmXfMHOPLfwMOejY23b3qdn9i67XH/ZiN3IGO49WpCGn/ThFQhlN3w63ZCR7O4QYPRNbfYH7JE9PvKICznw9ZIJwD5/T87mRR8wmg81YGS7ZCJ+iFvapTuyNi5ytkCLDdf8t/dNAquaBOYcMHJAQJeJ5o+jq4PndAIGNEzaOlOnTrKGCSKcsedMQvoAEgFGk18bNWAE6DhVGUZZD5kCoMJ1JCBy7IK0bILg41V/Q1uPMgwcXLKPAYwJJNqU8RHQEKBhuyekP4CRI5RNANri9JXhbIFSJNOGNwAABTBy4px/f8uHoweugFnZXo68lmcNGAUpwRcQEXgFZVtNWcmXDgf+yQwIlAFhiljBCzSyJ+SHZ4GWTn2WKSMnwRVgFMRCgkTkoTyHf+EoY6QOPVjlAwJkwJHXQU8Gy5Yd/oFGQFkWNWA9IC2AW8ZDIK9JthGQMwZbZX1AyqZseQrgMjbGPhT48Stg1bokywBG2U5yyTZxeKBDQRMQBzg8emH87E+bZJLMjYBHX0CvsoIksJIFShYPniU1DwBGAc9fAjf7smWYBVj48JoywJ7gqT32SieZH3ijF/qVUbboMf9qe8AfAKQvbZqPgHgNGAFQGViAERCqAWMtX4sgtgnM2UYFLGSaAThZbHVt5aMaMOobGCdfWSjyJEvvgZU+EDAWtmSc2rZjAVABFshOAoCW+QTg0625CpCphzfl9YUncsKTjJtFUYBOabD6R87smh2TF94sVvWnnfzFHvhEsnM/C1+AEf8hgJmeLYLI2LxQP+OWYWSv2WlRD2Cka/6lDxgB8WSM8WuRyc+ZH3SZR4a0Q/YeqRgCjFmE8U22hWVqgU/Z12T4tBFi38ZFd/RWzzGLHvrXt63qC0e2yQ/RSfgHTo3LfKgBI3kBjPw2wGhxob4/cuK36gVX+GmvTQKrogTmHDASIqAiYyVLAozMhqzYrajjVBO8PJsEBHEISHCsQUMfMI7LMOKLE+DsZKBkazgQDpej57RsT+gXKJTFGdpW7wNGDo8z5YCR+zKlyaIBIPU2pPt4BAZlTYCVuh+BigNTzkPzwG0AI9AheLonqHofMKFvYM5q3Bam7T5OuQayQLxMhQDC4QNJxsspA0RkAiAAPcCdoNMnerXNGsDsviBpkSALCLRx2nHO2jc+/Qm2AGOdjQAYAXDgzvgAoWQytE0GdCEIsKs6WysgCwTJyBqHzFXAegCjAIhkCAGXBH3XtEEfxs0GBLkQAAx8JvPqOvsTiAXFmtitbHC+XOOeccuA2ZIGfATjACP3AVl9A8UAC7nJiobIE3jzjBXeyJ48AQbbqtrDt0UUPqMvgFG75pRrkwCj9kJ5r0/ZRPNBxstzf8C0z8YNHLJv9sP+PXfIJkOAhOfkIiOAsZ9hZJsBjDJrkQsAUANGIIVNkwWAATAEJNGjvgV5JDvoc0iWS5aoJj4A+OsT0KFubINuAMKZAEZyA8Bl+OqdBotT4BFQBhgtPIaITzp+9AgLmYdkpdl2Pb/NOXOBPoFa/GaBwoYs2CMbW+MAJVDFXgBGmdnQEGDkjwIY2S5/AHAB5nwaXSB6pX8Al31YiAJc2c1gf3iTpY1NpV+yME/sgCBj5w/M2yHAqL5Fkt0UmWFAGuHL+Ootadv0FuD4CGDkO9mO65lbQK5FBxvkM/hEixy6M1/Iy4LIIg65Ls70x1Jutn9NAquABOYFMJIbB7A0EwuwEYw5SU4acLKq5BQEoGQrZT4411AAo8ltott64FhNfMElGUbZBg4Tb5ypVbHsg34FdA7Faty3PAUaAQ5g6BPwkD7c44yAPiBUgOaIAKqAIlkpwT4k2KqfZ/w4KgETwBMkbN8KtkjbABTnzAnLMPpsKwZQAEZlTmV5BAzACyhCxg0IJwC6RnbGRke2FQFTjhsYxyd5yACQEz6GvikINMimbDkCXp6bki0UDIF9WVPOWJAWPAGCjAnQI3v91BlG8pBhjDyAQit/GVLjoifZKoTnAHGf8S6oGTudy7jRhUwiUCyzA2wAO551tb0pMOHPmAVzvAONSNv6CAk2AqVAbitaFltQjm5TzqtADbjJYgMk/sjXM5H50outM/Ytg+GLOYIsHQXwWghpn9xkUwR5WVUB0BwgUzywdaDVs34Ag37JKMCQfQM77DFzMa/mhYUD3tgcWwgp4w/4EfAFanOKHoBZmXJ82y4nF9lS97zPGLSFV/zoS3vmMnshf2SRIKME9Gi/Boz0I1scSobRVj5QaZ6qZ57mmVb8GIeMEMADQLIr2WPzmF1YzMoq0bdv0PYJSFXX6zUjEKxtzwCTLVBh69Y4M58sZNktEEsOxkam6tEd22KbFnHsSFmLqSHCO93LfkdPFmwWL+Y3/2TM+o8vMX6y0I/2LUCNjW3SkbluEWeumZMWzJ7xC/Ef/CMwH5KJC0gEuOgccDbW6FtZgBEfACPe7cQYn7Hrw/zSNzvIeNJHFohAmr7JTz94B1KTAU15n+nRWLVpTiP2BkTqy2LNnDL3zH/61ZY6i0eLRUDUvOJr6cY8t5Bjg/wdIGleshN+gb9Q17j5O3PNYxpstVGTwKoogXkDjMsiTFkKK2LOzepPZsOKmvMPAQd1hgAwOH4EIGWiBE+ZFtkawQqI8/yNVTDHmeyltjwXBpzkZzY4Eg7FKpbjXrRoUbpc4hXAlMHSB9KPla16AjrQicc81C1zYes5JODgMRk4ABSf6gMIgjUHj/At82elLuhylp5VS9YQiFSX45S5A7STYeDsOHXyCXGqWZELxIK6fsmbs/SMIcK7DJUtwD5x4AIUPgEW4BGwF5hlnBAnDSBqG1AHLMOH8QA9IfLwiEEy0gIZh25M+KI3ARtpp37mirNnL+xEPwABUIEv2UVEJgIvEIAsAgQ2oJTM8mUL94xbAK4JCLaQodtk2rJ4qct5z37pwxYaHjyTaWyCLxJogXG8agt4B2RD9M5eyE0b7Dq2P6QvddkfwGtOJDjjg43luT/t5573gAvbF7TZWEgZf/Rum5zd0Yc+gFTglY2SX+ZHMsC1TMgQP+ppz1whl2ThLXiATzZKh/QdMMVm60ycOh6VAMrIR7YeD4K4eWa7FsinVyCLvzC2yBwYMK+jEwB3iIBygJ7s2QWb9mcRZeFknBZysWNjYI/6SrY985NuLQZkGM0XIIkugd5aD+GDnGRHMzdTBlgzR5NdYxvJKNKLuaH/ZLWBXQCTfbF74BHYNH+UtegJmXdkBSSGPGtpK1k2n1/Me3zzeckA4tdijZ69xxNd8psWa/oyZ9hXxpI+vLIlbHvKVgAAIABJREFUMja/+TM6MQ7j7wNG9fk0wJJPAeBC5rh65nKAuldZSDYH5BkL4u8BXLpx3Twkn9g/0MuXkTV7iU7dB+ZlHONb0397bRJYVSSwIAFjhC+IcP4BCq5zHLXzqd+nXv063f2U5fBqqvusr3s/qU0r7Tjz1KvL1++H7nNMcV65P+m1dqycaD2O+p42hvpO22Td5xvQABgAwz4JNByyZ8oQECRwA4zJIKVOf0w1H97Xn9WpP6tbB4f6Xr+uMdT363rhpd++OuMobeVVOcGibre+5379eciG6vve93Vd3yfTuo36Hr7re/qeCdVtjCuvzHTlApi0MVS2vjaT9sbxMum68df2TiZDNl9fo7/wltehPrRd3+/raahO/1qfv/792X7GA/8Sqseea3nV9yTbVq6WS+rVY841r/3rPvevWYjLRgPR2pbhtuAH5uuy9XtjqOeTz0Nt13VqvvLe/b7/qmWVcnmdLktIfo2aBJoElpTAggSM0zmHegizKVvXG3o/l20NtT8f18bxPC4YjCs/xJutb1meoTqyPLIutn9kiay+bV/KXk5y1EP9aL/uo/85dYypLpfr97TXoTEOXZvNuCPTIbsYaiflc6//ub4+1Gaf3/7n1F+a16H+JrUzxPvQtUltzPTeXI5zUp/6ma0c+u0tC699+eHFowB2JGQYbefKHtqez45F+l+afvt1+p/TdnttEmgSmD8JLEjAOH/Dvee1HMfpdSZ/CTKpN0kikzIY6n1/9MC57TZbOraYBYw68zSp7freTPgeKlO30d5PlkDkF/1PLn3n3dSZzeu4dus2xpWZ6fW6rbl4P9N+V8Vyke/Q2N1jT3mVAfUMZbbBbS3nWcOh+u1ak0CTwMolgQYYVy59zRm3nPxckHZs3yzNlt1c9N/aaBJoEpg/CZjfM/EV9ULEDsNcb8fP3whby00CTQIzlUADjDOV1D2s3EyCwKQhj6s/7vqkttq9JoEmgYUpAfN5ujmd+3ldmCNpXDUJNAksqwQaYFxWCa6k9ZtzX0kV19huEphGAm1uTyOgdrtJoElgqSTQAONSiW3lr9SCysqvwzaCJoEhCbS5PSSVdq1JoElgWSXQAOOySnAlrd+CykqquMZ2k8A0EmhzexoBtdtNAk0CSyWBBQMYl8XJLU3doTpD15ZKqq3SSiWB6b4NPt1gFqLd4GkcX+OuTzfOdn/lkEDT78qhp8Zlk8DKJoEFCRjHBTsnTzjFIKejEPa4sn6Y1SkEjsfym4G1E/Xet/r86LTjx+qj/1LOz8M4HiqnGqxsisWvby47eSGn2NRjAJKMr/8baXWZofeRT16HyvSvjSs77nrqO7vV0WdOyOiTH3R31F7OLp6urX59n51c4Uxhp4/4aSAnz9RH26XOdG2Puz903bX6ev0+/Q29stfpTpio2+r3M9Rmu9Yk0CTQJNAk0CQwUwksGMA4E4Yd+eYcUSeM1MFxqK7jtJzl7LzmnDzSr+MIMO3lDGHtpIz6zhW96aabhppfKa45OtCRWX4XLeMK405XcH6xc4SXB+k/f3V/fb7qe44oe+hDH1rOzq6ve++YNuckO2d7acj5teo7s/jwww/vnva0p5XPjsH7xje+sTRNzmudb37zm93x1RGB89pZa7xJoEmgSaBJoEmgJ4GVCjDKlAE4Qxmz3rg6gA8YdKD9t771rf7t8tn5w8r0j65yc/HoHOSNNtqonD3ar1z/5lj/3kL6jE+nsZx99tl3A4zJsMreTQJt9XiGytWyGLqf+u6Nuz/uuiMJN9tss5IlTTt5lW1z7nTO0871/utQ28DXgx/84HImMlAqkymz6JzujTfeuJztPFSvbnu6+3XZuXgvG3q/+91vavEzqc3lzdskXtq9JoEmgSaBJoF7hgQWFGB0DJ2D6t/whjdMSfdjH/tYd+yxx3avfOUruxtvvLFkgpwogvxArG3Vgw8+uNttt93KofTJDgUw3v/+9+8ABHTLLbeU+o6skqU88cQTpwBjgE+CrVNMBGhbusgW6POf//yyJe7MUtu9Dq5/whOe0D3+8Y/vXv/615dyTjY44YQTCmAtF0b/AJLTTz+9u+SSS7ozzjhj6mxmfSj7kY98pBSV9dPOlVdeWT7bbj3rrLPKEVv77LNPkUuO3fvc5z7XnXfeed2nPvWpMibb73h3lit+lNffrrvuWsplXOFJO2eeeWY5mcE1snGkl/IHHnhgd91115Wi/Xq2sI2h3rp9//vfX/SjAjnJBOOBbM4///zupz/9aWnLv9tuu60cI0gHJ598cved73xn6p73ruGBTj1+sMUWWwxmeT0qcNpppxU5a99RZDfccEOxn5122qnoquZxqpPRmxe96EVlIWFRUJNt+te97nVFngGidMf29t57727//ffvrr322qnTLZxkQe4A+e67794deuihRY5sidw8FqG9/fbbr+ijzuY6IYftXn311Z2sJltw9u4pp5xS9A3oX3DBBeV8XFlumeK11lqr23fffadsUnk2qW/38eL8aaQOvh3viHeysXB69rOf3T3ucY/rDjjggO4d73jHEmcx17Jo75sEmgSaBJoEmgRqCcwLYPT838c//vHus5/97IxPABFgAadkBX/yk5+U0wKe9axnlWvAw8UXX1zeZ0taZnC11VYrW8c77LBDef/whz+8bFcCFNoCGL33nOJ97nOfbo011uiUechDHtKtvfbapYx2hgCj7KRxAEEA2M4779zdfvvtRX6AzVZbbVV4ciyefoC1H//4x92WW25Zgn0ELXOlLcBKxuwtb3lLueUzHoFkYAXIdTbzm970pu6Xv/xlAQ76uPDCCwu423TTTQtIUlmwN5aHPexhBWABeHjSD/kAG9tuu21pX/0+8PvVr35VtnuBUzzbfgcYr7nmmu7oo48umbZs99Z1P/rRj3b4AFZCgCuQB0SfeuqpRb6XXnppAYv4ATARWeoHaPHsKHn6M27gzrmzdOM8audTA+weKwB6+vTlL3+5ZIC9WhDc+973LrIDBgFljyJ4NrFPQJw+n/70p/dvlc/sgGyM+ec//3l3yCGHlK174BCYk4H07CR9WaQAceQGGALJtriBP4DcgoR+jAc4N3a8oSc/+cnlM33jBZgD5MhAGTalr9e+9rXdrbfeWrbN119//SI7oNv80Bcdmxd0LyMOvCK2uM466xR54stiS/v+Lr/88vLM5iabbFKe8S0V2r8mgSaBJoEmgSaBCRKYc8Ao4J500kkFqABkAm2yYhP4KAEaaBDcgChZREDCc2brrrtuASiAj3uCogAbQAjEAIXHHXdcuebZREHbfQDtRz/6UQm0Pj/nOc8pYEzbwIlrwNU4wCiLCBgAGcmUAVIbbLBB96EPfagMCbgQoPUlK/iSl7ykBHOgAsmWeU7OZ0DhiCOOKP3JHmoHwAQQAaM8cwlUCvjAQkiGCkCxJQ8w4p1MEHmQ92WXXVY++2fLluz6zzDiFyiSvXvrW99agP166603ldkEqsjk05/+9FRbeSPjCsjpLySLCDD+4he/6Pbcc8+SMbPVrQ/PCgI9bEDG8aCDDipydHSYLx0BnzJjxgYQBaRqW7bVGIeeIw1g/MpXvlK2aY1T1i5ELsCYsdTEFiwWALiQ5yHp5LDDDitZQhlW9gOE088nPvGJMhZZR9nuRzziEUVfu+yyS8ne0R0i7w033LD7zGc+U76Y5b3FgqwfWfiCjb4BdBk+9rJo0aJS1zU2QiZIZpPNWTAhW9LKB6gDofSA9xCdAc7KsEeyiz0YN34sJn72s591stmAKf4aNQk0CTQJNAk0CUwngTkHjIDE5ptvXoKVgGXrUYCajpLFAtDUE7yvv/768l4GDqCTdXFPRkvGxHtZEtt3tt123HHHcg0wWTzabnT/AQ94QAn+MjeyVQF5+BE8lRkHGJWXtVHG1nFIhgk4swUpyAMbQIa+ZH9siwvctnkBWSAwWTJBeuutty4ysb3oOUpZKFvMQIBMprHKsMmaBnTq25atoA/IAIw1cJOtBG48k4fUA3CAXVvEkW+5OfoHwPhCyRvf+MYCHgAT/NOXvmUDgYo+Aef6rbeSk2FU9j3veU8B4ttvv30B6VdccUX3wx/+sAA34J8eyExWTvaOfGUgZQNtJWdLVVvAEJCULXvXQgCjjLFXNue9b9GHjAsgBmJrAvrJ28IhRGYeGbC9+5SnPKXo+0tf+lLZ0q31jG8gDrA1frKyOEF05nEEtg84AsDsxhjZsj/6JjuA3xbyM57xjLBQ9GW7H9+ypOQDBD/3uc8tZSwcZLGjX1/S0UaIfpNFB0It1Nhd5p7sL1tz7bGPfWyRt7kQsJt22muTQJNAk0CTQJPAkATmHDDajhbMBEt/wIds0kxJMAVcBEfPdmlDthEAyrekZcyyfW2bLz+LItAKsIBXnWH0HviyhZtn8/CDN+2PA4yyecccc0zZWhW8gVQkI+aeTCJeAFmv/hLQ8W5LUqbQt5GT6ZJBAho8r/nIRz6yA0yAFDzbmsQLAmDUA+xCgBEgCkhfM9o6BviS9RT8ZSTzMzkAhCwVEAbQjQOMMlDuARYyecaCd+CzztiFB3LHP5mGyOExj3lM+Qhk3nHHHSWrCPQAhAB9gLPn7ehRdlVffs6GXGWlARnAJiR7yA4mZRgDGC0cvA8BXluOMrd9wGis+AIa675SL4sUbXkGkBwAWjKUSfXqs4yg7d1sAQOMACt7pGNAmW3RY2xEfWNXF9izxR1iNxYSFjtkIzNLDx4PQAGMZIsAUfdrkoUEnAFGGUb2lblHL2QBzBqX5zHpxnOg5myjJoEmgSaBJoEmgUkSmHPAqDPBVtDzbJWt39mQwPvUpz61BFsBV2AHlFwPYNS2DI/7MlAyebJpwKBAapstgBHgsB3nGS/lZXW0B1jlGb9xgBEw+uQnP1nYF+CVB/zUBdx84SQELAA9ni1DMoCe3wOk8BsCAAEo2Sbb78jP+si8ycrZzkR+fxDAzZduXPNcIFBIvgCj5xs9X4k8xwfc1D8RBGgZM6AyDjACv8Zx/OgnW+qM4qMf/ei7ARL93HzzzWXs2TolD+MBTAESzzAGWCuf5049+0mvwFp40R/AKCvrCyBAeA0O6QX/vvjUJzIAeLzSp+f9ZPhCntMDqIHmPn34wx8u2WaAtX5cQkZTRlaf2gXqtVtvk/vyiEwdPdqSrjOMAYzAHfAmG1xnR+nWl3MANPYkoxnyLKl+AwgBPQsGj1kgbRpvFiSeAWWD9W+SsjPA2eMAMozq57cbbVPLhJNViD5skXsUxH06qjO8KddemwSaBJoEmgSaBOYFMBIrgLe0BAytvvrqJYACeoK69mQQBdVck+nxGbDzDJ33QAdQE0CpHcFQMLeVqAwQWm+bAwDhN2DGbzcqC1wg9W1Ry/j4lrRADqzKEskyeR7StmMygjJ/+sBPQGDaBuq0XW83+gx0aRv5wgVAaQtRlkq2EhgwdrwCesBMfrhaBhYvnkX0nJ06vhShXeNL36Xx0T+ARDZKhjGAS3bLs3/kDJzIUvVJptAzfLKBsm0AIBALnAGAQAl9yN7KrAGeQDPglucffWsY0PI8Jxn6cpTx2u61ba0u2eCh1kHNC3245xXQ8b7+AXbg2viSYazHT350AHABbvRHrtttt1235SgrqS2Zbj/47llDz0ICesrQAaBnrOQrQ4e0CUTLRAOJspe+3CPjSC9slYxs/SvLXmWvQ7b69cuG8EM2bNeCxxiBYffZhAWSRRB+LRpkeLVlvEAwIns/HRTAKIMsg4lnCy/PcLrPrhA9kr/sZ6MmgSaBJoEmgSaBvgTmDTD2O5rNZwBA4BXQZXSQgA9wyBBmW1l2zZc2BGZbbLamfUFBWQBExk8wBd4AKkH5qKOOKtk9mTDfRgYAZcQE8Zo82yX7lZ/pcc+ziwI/kCaw2to78sgjC0iS0Ul2Me3YmrdtiRc8BbR87WtfK6BD4Eeyo9r1ky01Ab2+KAFkAKj4zRa0rJfMYQCmejJFgJJn7ZT3zXJl6ixl2pdJAhzIC3n1nKZtcWOSoQOYhsiXYTwDCNzYSrf9K5OIFo+eHSUXPGjHc6LAFwKiAHBg1nOpgCEZ0A2SuQVu3aMf8gaess1eCt31D3ClH8CJPoDc+kSYRaNt2b586vqyfDLRbAdolG0DIoEzQDhtGQ/dKsd2fBs6zwUa5wc+8IEp3eJJlo9+Ed48k0t/6nofG/HTUZ73DAF2dBf5yyDKMsuY20amZ3wAhnkeFog0Rm3LEJsLbAnJygL/WcCwPdlIYJdu2L3+AhA9W4v31A9f7bVJoEmgSaBJoEmABBYUYAQAATzPucmmyGIlQ4RZgENg9RrwBfgAd0AZEBDg576yMmm5BpjYQhXwBWCf0572a1I/ZXI9/QfgCMYyZ/pOYE5ZgEP2J88Bai9/6ms726Gu4zOfteEakskSxIE3/YeUVadPyuBJeXWVqevV5fGcPvVHNsaiv0lbk8pqX9nwra+Q93igO+OsiS7IPPrKOFNGefe0T054jLxTxqt2lFU/75VLe5FxPtd18149/QDabC9jMCb3QuRHJv5qWSqXOvpJnzW/4+q63rcZ18hNP/RCB96nD690FJ3hDw/kHHm5hhd1+7J3PfI1Z+qx4MXfJHlpu1GTQJNAk0CTwKopgQUFGGU7bNXZ+rXFm2fX6uBdq6kObt7nb1wZ1/tt9duo6457P9RPXVbmyTOJsovJKKVO3Z86uZ76/c+5Pu51qD1l6+v1+7QzdC33ZvKqftrI60zqKdMv3/8803aG2ppN3XH18bMsPM2Wh5Sf1GfNU79cfS9t9V/7dfr3fZ5JmaF67VqTQJNAk0CTwD1fAgsKMMqK2NazDSyTEkogy2uu53Xcdfcn3Zuuvrr5m65s3ZdvLHv+7/t3fZM4beS1Lpt2vdZgVlmU1/JhFv9SL6911aFr9f36vbLjyk+6V7exrO/H9a/d3Mtrvy8yHXevX3Zpy/Xr+Vxfq9+nz1zLa673X+v749736yzt5/luf2n5avWaBJoEmgSaBFa8BBYUYFzx4lh2Duqgu+yttRaaBJoEmgSaBJoEmgSaBFa8BBpgXPE6aBw0CTQJNAk0CTQJNAk0CSxoCTTAuKDV05hrEmgSaBJoEmgSaBJoEljxElipAGO2e/uvK16MjYO5lkB0XLc7dK2+v6LfzzV/c9neXLa1vOW8MvO+vGXV+msSaBJoEpgvCaxUgHGSEBZiUAlPeZ3E/4q6t5B5W1Eyaf0uXwmwweVph8uzr+UrydZbk0CTQJPA/ElgwQLGhejUp+NpuvvUOJMy86fulatlvy/oZ4n81uCqQvW3utlKs5e5nzO1TOv3sbGha7nXXpsEmgSaBFZVCSw4wPj2t7+9nG7hh4VrEkj9TqOj55xc4seRHYH3lre8pS42b+8TRJy64VQQp4v4+Z8DDzywnA7ifsqEifrzl770pXJEYe6tyFc/AO3Uj76Ml5YnR+KRgx/cngvSnqPqtthii3K8ouPsnACTU0nmoo+5bMO509+/6yeU5qJd55A7JWcuyQk2Th7ys1ULkcyVl7/85eWUHT+v5QfM2Wj/x8fnincnFTkZZxz5LVWHCDRqEmgSaBJoErhTAgsOMDoKb9NNNx0EH47Fc6SZs3oFlUc+8pHlTNzplFkDt2Ut6yg45wn/4Ac/KGcwO8oNGAzpK3+55tUZwI7CG6Kav6G6Q3UmXavbGyona+e8549//ONDt5e4NtRW/5ojFzfccMO7Abp6LKmT1yU6GX3Idb9h6fxkp/04uu+Tn/xkORLPucd77713OZFlXN3+9XxO20Of63v1+6Gyrg2V8QPtjikcon75cZ/r6+9973vLYqhuz/26TH2v/77OUuaeox/p/Jvf/GYuldfp2pzuft3YpLLuTXffMZMXXHBBadLxk87h/vrXv153MZbnuu36vQpDffthfccqjiPHOTrPu1GTQJNAk0CTwJ0SWHCAUdB44AMfOAgYZcYEEFuVMozbb799d84550zp8tvf/nb3hS98YepHvx35JvA4v1gWqB9IpiqO3jgu8FOf+lT3wQ9+sJxvnDOb6zLeA4wCr0yNo9Scc+xIQgSIaUN/siOu4/OrX/1qt91223WHHnpo973vfW+JI9lKxbv+fetb3yrnXavvPOLw60fMnRssI/i5z32uc440UNAnZ087Z9gYlAtfyqUtx/LddNNN5Zxu5xWTkSwO0FuXd/0rX/lKqSebih8gGfBw9nYNPJzIA0QrV2j0m+N33HFH6QconWlm8Ic//GGR04477ng3/Ttz+j73uU85X/nOTu7UmYwvfvCfMcpO0Ysx3HzzzUUfdFCTo/TIiKy9ZtubbSlLTp/5zGemFgPOhdYW2dKxchYt7Grbbbct52rTbY7xM2ayAoDpK8cAeiVXR/55XTQ68zp9h79kr32mZ3ZBxhZK9FAfDZg6KcsugWzj0m906hoAZo4g48Fff/zuOTKQPPGuTM7Vdm+IIhtt0Qf5I3ZLD+aFeag98tJ+dJX2fGZf2jL+yy67rNtoo4062Vaf3VdPexYo2ktGm4zozJw1B9wjIzKmW/2yQ22Hdthhh5JBJC87Fuo4HjLk7HBZ85C5F1v7/Oc/P3YOp3x7bRJoEmgSuKdJYN4AYz8gzFRwkwAjQCFTd+2115Zg/ehHP7o799xzS9Ocuc/Pfe5zSyAROJ7xjGd0j3jEI0om8mEPe1h3/fXXD7IhoMkUPvShDy1tAKwyDAnydaX3v//93X3ve98CGAU/WU5BSTASYHx+zGMe02255ZbdGWecUcodfvjh3brrrlvqaReQ6ROgByg5f3qbbbYpfBsnEqC0a1t24403LtknYKUm27j63XrrrcsY9G+Lrw8syUn2bo011pg66xoY1WedKX3b297W7bzzzgXwvvGNbyz3n/jEJ5YjD7X9qEc9qoAJPOCdTAIYydk54MZjW5lcFi9eXLN7t/fsBZB1hvi73/3uu913AVi3IED6Ouqoo4pcZIvoF88IcDEe99kEmQJ15IiAQdleMsWj7OWrXvWqcg8Y2WOPPQqYsDA466yzyiLlSU96UjmuEtDYbLPNuuc973kFCNk6XnvttbsHPOAB3THHHFNAPds74IADytjZn/bpAgEoMpIWOuxtr732KrZj/Jkzb3rTm4qOlAfYdtttt8KnBZIjM6+55pqpssqEbr311tK2sSpLT+YTAhjZNT2YR/gzfuMBJI0TWeA4/5wdWeTQ3xOe8ISyYCkFev9sdZONxwboQVsvetGLyvxkk/gwt8gZ78ZMj0N02mmnlTnjMRP6XG211Yru3vWud5Xx4os+Y1cnnnhiAYV43mWXXbqTTjqpvBoTHfAFmdNswKMk5jrSBt3wJ9rcfPPNi71kcQMwKo8AYG0pz+6Vvfzyy8u99q9JoEmgSWBVkcC8AEaZk/POO68EK1mX2dAkwPj90XNiAtgVV1wxBRhtYX/xi18sAOWZz3xmCcj683wj0AIkCJJnn312CR4yX316zWte0z3kIQ8pmSNZCwEbcNEuSiD3XrADjmRDBMR11lmnZB48e6nO+973vpKpeN3rXldAC4ADWAo0Bx10UAEfyUJpD8leCLiC12c/+9kC3PBva95zkrKVq6++euH/4osvLs9MCpI1ASsAI55kSp7//OeX+v3skOAnSwZ4Or4QeAUUAdqMV7uvf/3rC8DQj3LG5nEAZfRhuw4wkamTeSMT/d5+++0FbFx00UVFFwAq4HHKKafU7N7tPRnLKgFf7AfpGyAB4mSIyJIu0Zlnnln6v+2228o1/QFE5HXdddcVfg877LAyNjYAgHhuDdE3IAFEGT+AAhzKKAK/6623XgFb+GFzgLqxGrfMIptba621yj1gm+4sTmRdZfQAJAAFAMbPy172sgLQAVlAV9/kD6Tps78wMRZ2LvN78MEHl7ZkFrXv2U4AvG9DFgaxeW2yT4DqQQ96UMmeBzACTK9+9asLP7Jq7IF+AWxjk601NmPWp8wm2e2zzz5FdvU/WbyTTz65gE56Jit2Z2yyffhgN+xahpgdA2f7779/mb91W94bmz82a/54zIFutGVemA+vfe1ri75lBQFi84Es6F5GEmjUF1njw3OKQKDsLL1mEQZUal8/spPmryz5i1/84sJWDRjpCVjEA94sLti7bGejJoEmgSaBVUUCcw4YgR8rc4HCn6yBjM5MaRJgBBZkKQQBGTYASbZMcAZKknUD+jh0wQOgWDTa9rO1JRC+4Q1vuBsrHL8ygqltPA+7y8AJqH1KhlFABmAEJYEQkDReX8oRdAEnbWXssjTjnnOzZSaYASQhGUtZK+DG9TXXXLME9tzvvxqn/mSwBGqBV4DNFqTyyTbSkXvGjARM2701YJRBIVeg4JJLLinPFSb7og6ghGdgLoBRYAeyBF7A2dYtvmRY6aM+H1wbIWARb75oQJ62YF0jOwBEJkymCtCiG+0A+Lb4yV5mzXN/wDt56RsYMK6QDNF+++1XthJl7LwnJzwCRbKG+pLRA87rL1ORC7AgM+f1hBNOKH3JYiHtvfSlLy3vyYUsAZCa2CnbIEMZR+/7lIUJAMfOAUmgD5gHUgFftmoBQl4prx2f8aYM4EYnwKZxsSUgSvZP/zKxsncvfOELu0UjGwBq2TK5kpO5VAPSd77znWU+1I8hpE+2ye7MB7ID0u9973sXUIef9ddfv4C3jNXCTXavvw3vPjuhU2QceM+C09wxHyx2zEt9kalFofGxDeO1bY3wk21oC5BLL72022CDDbqrrrqq3MdDXwcyo4Ch+QEwas8CgC7wZTzkxQdoK7sbpcH2r0mgSaBJ4B4ugTkHjIKogBjAyKnXzwZNJ89xgFFwFAg5b05f9km2AkgAKGSIZESQACjoy/wIDO4LLD7LnPVJ1tHWosAP7B5yyCGlXcEB1YF5CDAKxgLsm9/85pJNsZ3nT7Yiz1ntueeeBTyXBnv/ZDkAqnwjVH+AGp61AXRGfzbsAAAJvUlEQVTJvMm2jSMZJFkgYxDobB8DVQE1dT1ZLv0BSggIAXIE/pBtaBkcIByQk2GryfNhAAjwLjBrD6Cy1YpXcrdFSUdeZVj72c66Pe/pld3IViE69syq8QMm2rTNzA4AS/zttNNOBUzKGMmE0a/FARvMs3TakgmTFQVqgU8ZvJpHtgFAAe/a/u53v6taIRlYGcTYh+1cYDmytXWvLiJT448txnaATDagXWD9mtG28jgKYHRfBlS23uKIPvEOzAf8K5M+ZN1k73bdddeShbTdrQ5ABUDSl/6V14ZyZEhuMorsQvaSjGsCuIyJnfeJboAp2/gy6PokP7qmRyCvtquMZRxgJGdk7gGM5jJi0+Y6OdC1P1lR/FoU0aeFTQgwJnNjpHfz25ep8s1o9WV+UeQHSCvDjgMYF48WqbagAVLzkfz9kVn9/HT6ba9NAk0CTQL3VAnMOWDkfGX2BP5kxergNp0gAxgBkj4BCoAYYAHIcNy2YgUnWZGnPOUpBWQIsrIcwAOwKmOlrmfr6qxT2hfwPFcmyMsuyBLJ6swEMMqmyVIBDwIrvmUXPW8FRNlCQ7blTj/99HS5xKttMhkxfIZkewRzYE1mAz8JnimTV1kVAVBQVAYP2hSsa+CT8jKpeAP0EJnYzqufYfRtVUEyW9LaSrZUHYEUaAKgk2EEOGwRAimyUbKddAPoygD2t161U5NMHjkMbV8na3zccceVrVOAUMCnX7Kn3xtuuKF82cbYbcXWNsQmAQegHICV+VZXPQAB2MoXJGxvuoaMWXaYbZGtLXjb1visAaPnVZE26MoWaE2AnJ+10S5QMu55WnUCGOmVLaoDAMmkAnP6DiBNH7aTASjPyMpA0jEARG8AY7ak8ezPWNSxWAC06N+jGEAW8FeTscjOa7cmPAHRFlj41J4+AeIARiC1zpz7ZjLQNx1glEUEGPMtaXxZHLA7dsWuyUOG25xlq/VzhR5ZkCGXiTR+GUdlkjk2X2Rva7rwwguL7foCHMDo0QKLDmDUfHBdv7G1elzaCfCs22zvmwSaBJoE7ikSmHPASDC2cYAIGYbpQEJfkACSgJPn1Tho21KCHEBlywhglIEDGLPKFxBlQQBOJCMh8KmjrC1jQEYAqQkgkGkS9IBQAUJWT4bS1nKfgBL8CUAyJwItXn3jGJgFjvQn0AE1gj+S8bPlBrD0A4tAhDdgQKAnP89NydTYmhOYgLNxgFGgxgcApW0BUhYMMBkCyMkwXnnllYU3fQIhQC7Sj7GQL5l45s0CQBYKkCUzW5d19goAlb0zfiABUFYOb7b+jB+xCzqqs3/lxugfgGQMtjE9xwfwARYywLJXeAAYkf7xZ3zkLftF3p4b9AwjHmrAKMO47777lrpACzAOoFrMAEJAAbtSH8gKYDQm9wBO4Nlnzwp6ZCEZX3ZGd/g3Zv34EgabxZtsogyuzKf6suHjvviBQQBOJh3/Mt62eemILIAitpDnPMuARv/wa5uU/Mw5do8PNuR9ACMgp4ysO/CV8dMfe/Dsn8WW9/pT12LKX59k9sicXQDSPgNZwCVAa/7TAxsO2cadBBizJQ0M4j1zEDAkQ4CUDRovm2IHPvcBo0cy9GPxaM6xbXM6j6QAjPRsvO7jkT3TLQIYZS+RLzhZkOb5Z48yyDrSIZ3bIeAXGjUJNAk0CdyTJTAvgHFZBCYrCJAJAEBL/ny2XWhbTwAGZLwPQNSnZ5Bkh2Q7gJ5sudlKEvRthw2RYKKebVNbqL71KTsh4PaBDUAhmMtyyMhpV1YJgAQSBBKvsj2ekwMaEGArEMsyAWx9MraMFSgWiBPcBDOf+8+Q1W0IdEAj/tXXtwzNqaeeerdsDuBjbO4DD0ADQKW+7JvtWTKwvUjOHvKXSZXhATTcB7g8K4iAEfoBhpBMlfvkSQ7GJQuLgHHAL8+mlYvVP7wA38arLlAoWyjLZyyyQsoAxa6RN/16dR8J3nisAaMMIDCDAAxfkNKuxYK6gApwJ5tGfgBaCMgBLgAQ/Mg2qmsBgHwDmv3QLXsBYmXetKs84J7sMrsxLkBlHLFHskbKKU/urukXeO0vxHwGWoFR8qBHjyiYS/qWsfNYAcBI9kAu27WdTlcWGHl0JOMBqswDNtXPpuENONa28elTOZl0IFGm0/OlbKDOXJuv9DaUYQT+2DH7xKNtX3Z39dVXl2uyhsZPpmRi/pO1RZK+Af6QLLO6dGkc5iSZ0CEQzLbdc819+pOBjl2yJTaCgE4LFoCSDozv+OOPL/fMb7YPYDZqEmgSaBK4J0tgwQFGQMAWrAzDotFzTP68F/Bk4mSDOHBBwntALSSAAS+2jJDPtl39LEed5Uj5+lVA9HMu+gEcZJ9sPcog1CRjpi0BD/BQL8DE1hhACdB6lSkMCeiApfL1Fwpy36stPgDBNm/9ZRX9yGYOBdnUx6fn5wTKPDNGFmQpAPfJOMgWsAbA/Bmv4CxjakzZgvSFCxkWYAhvMmXJtmjXdX2SW8h9ZWVhjCuEJyCtvpZ79asMle1D2RvZJfIzfnLBK3Jt0WgM9JvnHl0HfOio5kemur+NC8Qai6xnCOhNljjX9OdZvfTjs/HmmT76BI5qHdEZ26OPZCK1p6zPsZn0Ub8CdXQQMifI0pdP2E8/Q51y5COD/p73vKf0wSbIW53YrTmB9M/W6Jvd9G1SBlM72mPX40gf5oxxAoZkbr6Sl3rGKoMXMjZtD40BkGM3sVfgGv/meMqHLwssWc2Q+VqDfNctHM1pczEZUGPGF9uWpfT4CBtwPbJRFxDMdrjPxknfdGB8IXXofdJiLmXba5NAk0CTwMosgQUHGOdbmAk8893P8mx/tmPql+9/7vMuCylLOETT1a3rAFoCri1hAXg2det2Jr3vt6lPfzOhft2Z1BkqM66dcdfrNmZSpi6/NO+XRx9Lw1fq4K/PY/9zXTbvvY4rV5eZ7ftxbfav9z/Ptp9WvkmgSaBJYCFLYMEBRk536I8Qc30hC/SeyJsslN9grCm6mO5VHWWANpkjWaRkrFyfTxriLf0N3etfS9n2unwl0NfDbD4vX05bb00CTQJNAquOBBYcYFx1RL/yjNSWs21RNJvgXZcdGq37802TeKjvDb2fb95a+8MSWB52Mdxzu9ok0CTQJNAkME4CDTCOk0y7fo+RQAMg9xhVtoE0CTQJNAk0CawgCTTAuIIE37ptEmgSaBJoEmgSaBJoElhZJHCvoa24dm34OcomlyaXZgPNBpoNNBtoNtBsYFW0gXvlW6Tt9c5v0zY5NDk0G2g20Gyg2UCzgWYDzQaWtIF7+eZq+2syaDbQbKDZQLOBZgPNBpoNNBsYZwP/DzmOVkfHuUAjAAAAAElFTkSuQmCC"
    }
   },
   "cell_type": "markdown",
   "id": "f0607b50",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "27707d41",
   "metadata": {},
   "outputs": [],
   "source": [
    "introduction"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "bca86366",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d777b596",
   "metadata": {},
   "source": [
    "### yield VS return"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de04b27f",
   "metadata": {},
   "source": [
    "normal function return and terminate, generator yield something and wait for next iteration or calling, and if there is no element to yield, throw StopIteration Exception.\n",
    "\n",
    "normal function return everything by one go, generator give you element one by one."
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "4fdc17b6",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "247ffc2a",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c81a0c1d",
   "metadata": {},
   "source": [
    "### Generator with a loop\n"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "47f057b8",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4942bb5f",
   "metadata": {},
   "source": [
    "for ele in counter_gen(5):\n",
    "    print(ele)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd7a6836",
   "metadata": {},
   "source": [
    "### Generator expressions\n",
    "\n"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "228f5856",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "42393ba9",
   "metadata": {},
   "outputs": [],
   "source": [
    "squares_list = [i**2 for i in range(10000) if i % 2 == 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "200ec1bf",
   "metadata": {},
   "outputs": [],
   "source": [
    "# lazy load, memory efficient.\n",
    "squares_gen = (i**2 for i in range(10000) if i % 2 == 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b85155ef",
   "metadata": {},
   "source": [
    "## 10.3 Decorators"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "1bad1666",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a2384466",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f2712854",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
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